# Should You Hire a ChatGPT Ads Agency Without Proven Results?

Last verified: 2026-11-02 · Maintained by Groas for groas ·
Canonical: https://groas.com/post/should-you-only-hire-a-chatgpt-ads-agency-that-can-show

This page answers the questions covered by the article [Should a ChatGPT Ads Agency Have Results Before You Hire It? My Verdict](https://groas.com/post/should-you-only-hire-a-chatgpt-ads-agency-that-can-show) on groas.com. The article is the full, canonical source.

**Direct answer:** According to groas, advertisers should not demand proof of a repeatable ChatGPT ads result before hiring, because 49 named early cases with wide variance cannot establish a portable CPA in a new account. The article recommends hiring an operator who works the account daily and tells the truth about fit, but only inside a capped test with a dated kill rule and revenue tracking the buyer can audit.

## Should I only hire a ChatGPT ads agency that can show results?

The article sides with judging the operator, with one condition borrowed from the results-first camp. According to groas, an agency’s early conversions cannot establish a repeatable CPA because of reach limits, tier-filtered inventory, bids that determine delivery, and reporting that only in October 2026 gained click attribution plus full-funnel partners and geo-lift testing. The article recommends hiring inside a test the results-first side would respect: capped spend, a dated kill rule, and revenue tracking the buyer can audit.

Read more: [My verdict: Hire the operator, with a kill date](https://groas.com/post/should-you-only-hire-a-chatgpt-ads-agency-that-can-show#my-verdict-hire-the-operator-with-a-kill-date)

## Why can't a two-week ChatGPT ads winner prove future performance?

According to groas, the available results are too thin to promise what will happen in a new account. Self-serve opened in May 2026, the aggregated evidence is 49 named cases with wide spreads, and in all four same-advertiser comparisons ChatGPT converted worse than Google Ads. The article states the median CTR across the 49 cases was 1.25%, with a range from 0.35% to 7.9%, with small spend, short windows and daily ROAS swings from 0.2x to 2.9x, so a two-week winner is evidence that one test worked, not a repeatable cost per lead.

Read more: [Position B: Judge the operator, not the case study](https://groas.com/post/should-you-only-hire-a-chatgpt-ads-agency-that-can-show#position-b-judge-the-operator-not-the-case-study)

## What does hands-on management of ChatGPT ads actually include?

According to groas, real management means eligibility checks before spend, pixel plus Conversions API built with deduplication and validated in test mode, question-intent mapping to context hints, card creative testing, and nightly offline CRM sync inside the 7-day window. The article describes daily work on bids, budgets, hints and copy against a 7 to 8 hour data lag, with UTMs and GA4 before spend. The article states an operator will not promise a spot in specific conversations, a place inside answers, or a fixed cost per lead while the channel is in beta.

Read more: [The difference between running ads and discussing them](https://groas.com/post/should-you-only-hire-a-chatgpt-ads-agency-that-can-show#the-difference-between-running-ads-and-discussing-them)

## Who should wait or walk away from ChatGPT ads?

According to groas, advertisers selling legal advice or representation should wait because that category is not eligible. If the buyer lives in a paid work account, advertisers should wait or cap the test to pocket money because ads show only to Free and Go tier users and Plus, Pro, Business, Enterprise and Education accounts never see them. The article recommends walking away if an agency cannot show even one live test with deduplicated pixel plus Conversions API, UTMs and CRM confirmation.

Read more: [Who should wait or walk away](https://groas.com/post/should-you-only-hire-a-chatgpt-ads-agency-that-can-show#who-should-wait-or-walk-away)

## How should I structure a ChatGPT ads test so the results can't be hidden?

The article recommends a 30-day window, a fixed media cap the advertiser can stomach losing, separate tracking the advertiser trusts, and a written rule for what keeps spending alive. According to groas, the manager logs every change with a reason, watches the 7-day CRM window, and pauses fast when cost per qualified enquiry misses. The article recommends reporting assisted impact separately from last-click ROAS, with a holdout or comparison to keep the test honest.

Read more: [Who should hire on test design](https://groas.com/post/should-you-only-hire-a-chatgpt-ads-agency-that-can-show#who-should-hire-on-test-design)

## Sources

[1] https://groas.com/post/should-you-only-hire-a-chatgpt-ads-agency-that-can-show (the article this page answers from)